Class: Aws::SageMaker::Types::DescribeAutoMLJobResponse

Inherits:

Struct

• Object
• Struct
• Aws::SageMaker::Types::DescribeAutoMLJobResponse

Includes:

Aws::Structure

Defined in:

lib/aws-sdk-sagemaker/types.rb

Overview

See Also:

• AWS API Documentation

Constant Summary

SENSITIVE =

[]

Instance Attribute Summary

• #auto_ml_job_arn ⇒ String

  Returns the ARN of the AutoML job.

• #auto_ml_job_artifacts ⇒ Types::AutoMLJobArtifacts

  Returns information on the job’s artifacts found in ‘AutoMLJobArtifacts`.

• #auto_ml_job_config ⇒ Types::AutoMLJobConfig

  Returns the configuration for the AutoML job.

• #auto_ml_job_name ⇒ String

  Returns the name of the AutoML job.

• #auto_ml_job_objective ⇒ Types::AutoMLJobObjective

  Returns the job’s objective.

• #auto_ml_job_secondary_status ⇒ String

  Returns the secondary status of the AutoML job.

• #auto_ml_job_status ⇒ String

  Returns the status of the AutoML job.

• #best_candidate ⇒ Types::AutoMLCandidate

  The best model candidate selected by SageMaker Autopilot using both the best objective metric and lowest [InferenceLatency] for an experiment.

• #creation_time ⇒ Time

  Returns the creation time of the AutoML job.

• #end_time ⇒ Time

  Returns the end time of the AutoML job.

• #failure_reason ⇒ String

  Returns the failure reason for an AutoML job, when applicable.

• #generate_candidate_definitions_only ⇒ Boolean

  Indicates whether the output for an AutoML job generates candidate definitions only.

• #input_data_config ⇒ Array<Types::AutoMLChannel>

  Returns the input data configuration for the AutoML job.

• #last_modified_time ⇒ Time

  Returns the job’s last modified time.

• #model_deploy_config ⇒ Types::ModelDeployConfig

  Indicates whether the model was deployed automatically to an endpoint and the name of that endpoint if deployed automatically.

• #model_deploy_result ⇒ Types::ModelDeployResult

  Provides information about endpoint for the model deployment.

• #output_data_config ⇒ Types::AutoMLOutputDataConfig

  Returns the job’s output data config.

• #partial_failure_reasons ⇒ Array<Types::AutoMLPartialFailureReason>

  Returns a list of reasons for partial failures within an AutoML job.

• #problem_type ⇒ String

  Returns the job’s problem type.

• #resolved_attributes ⇒ Types::ResolvedAttributes

  Contains ‘ProblemType`, `AutoMLJobObjective`, and `CompletionCriteria`.

• #role_arn ⇒ String

  The Amazon Resource Name (ARN) of the Identity and Access Management (IAM) role that has read permission to the input data location and write permission to the output data location in Amazon S3.

Instance Attribute Details

#auto_ml_job_arn ⇒ String

Returns the ARN of the AutoML job.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_artifacts ⇒ Types::AutoMLJobArtifacts

Returns information on the job’s artifacts found in ‘AutoMLJobArtifacts`.

Returns:

• (Types::AutoMLJobArtifacts)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_config ⇒ Types::AutoMLJobConfig

Returns the configuration for the AutoML job.

Returns:

• (Types::AutoMLJobConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_name ⇒ String

Returns the name of the AutoML job.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_objective ⇒ Types::AutoMLJobObjective

Returns the job’s objective.

Returns:

• (Types::AutoMLJobObjective)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_secondary_status ⇒ String

Returns the secondary status of the AutoML job.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#auto_ml_job_status ⇒ String

Returns the status of the AutoML job.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#best_candidate ⇒ Types::AutoMLCandidate

The best model candidate selected by SageMaker Autopilot using both the best objective metric and lowest [InferenceLatency] for an experiment.

[1]: docs.aws.amazon.com/sagemaker/latest/dg/autopilot-metrics-validation.html

Returns:

• (Types::AutoMLCandidate)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#creation_time ⇒ Time

Returns the creation time of the AutoML job.

Returns:

• (Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#end_time ⇒ Time

Returns the end time of the AutoML job.

Returns:

• (Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#failure_reason ⇒ String

Returns the failure reason for an AutoML job, when applicable.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#generate_candidate_definitions_only ⇒ Boolean

Indicates whether the output for an AutoML job generates candidate definitions only.

Returns:

• (Boolean)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#input_data_config ⇒ Array<Types::AutoMLChannel>

Returns the input data configuration for the AutoML job.

Returns:

• (Array<Types::AutoMLChannel>)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#last_modified_time ⇒ Time

Returns the job’s last modified time.

Returns:

• (Time)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#model_deploy_config ⇒ Types::ModelDeployConfig

Indicates whether the model was deployed automatically to an endpoint and the name of that endpoint if deployed automatically.

Returns:

• (Types::ModelDeployConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#model_deploy_result ⇒ Types::ModelDeployResult

Provides information about endpoint for the model deployment.

Returns:

• (Types::ModelDeployResult)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#output_data_config ⇒ Types::AutoMLOutputDataConfig

Returns the job’s output data config.

Returns:

• (Types::AutoMLOutputDataConfig)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#partial_failure_reasons ⇒ Array<Types::AutoMLPartialFailureReason>

Returns a list of reasons for partial failures within an AutoML job.

Returns:

• (Array<Types::AutoMLPartialFailureReason>)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#problem_type ⇒ String

Returns the job’s problem type.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#resolved_attributes ⇒ Types::ResolvedAttributes

Contains ‘ProblemType`, `AutoMLJobObjective`, and `CompletionCriteria`. If you do not provide these values, they are inferred.

Returns:

• (Types::ResolvedAttributes)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end

#role_arn ⇒ String

The Amazon Resource Name (ARN) of the Identity and Access Management (IAM) role that has read permission to the input data location and write permission to the output data location in Amazon S3.

Returns:

• (String)

# File 'lib/aws-sdk-sagemaker/types.rb', line 10879

class DescribeAutoMLJobResponse < Struct.new(
  :auto_ml_job_name,
  :auto_ml_job_arn,
  :input_data_config,
  :output_data_config,
  :role_arn,
  :auto_ml_job_objective,
  :problem_type,
  :auto_ml_job_config,
  :creation_time,
  :end_time,
  :last_modified_time,
  :failure_reason,
  :partial_failure_reasons,
  :best_candidate,
  :auto_ml_job_status,
  :auto_ml_job_secondary_status,
  :generate_candidate_definitions_only,
  :auto_ml_job_artifacts,
  :resolved_attributes,
  :model_deploy_config,
  :model_deploy_result)
  SENSITIVE = []
  include Aws::Structure
end